Enhancing Job-Competency Matching: A Comparative Study of BERT-Based Approaches for Targeted Assessment

The rapid evolution of the labor market has intensified the complexity of matching job applicants with suitable positions. Traditional hiring methods, such as resumes and interviews, often fail to fully capture an applicant's competencies. This limitation is particularly evident as job roles become increasingly specialized, requiring a more precise evaluation of skills and knowledge.